Separating Daily 1 km PM2.5 Inorganic Chemical Composition in China since 2000 via Deep Learning Integrating Ground, Satellite, and Model Data
Fine particulate matter (PM2. 5) chemical composition has strong and diverse impacts on the
planetary environment, climate, and health. These effects are still not well understood due to …
planetary environment, climate, and health. These effects are still not well understood due to …
Tracking Daily Concentrations of PM2.5 Chemical Composition in China since 2000
PM2. 5 chemical components play significant roles in the climate, air quality, and public
health, and the roles vary due to their different physicochemical properties. Obtaining …
health, and the roles vary due to their different physicochemical properties. Obtaining …
Significant reductions in secondary aerosols after the three-year action plan in Beijing summer
Air quality in China has continuously improved during the Three-Year Action Plan (2018–
2020); however, the changes in aerosol composition, properties, and sources in Beijing …
2020); however, the changes in aerosol composition, properties, and sources in Beijing …
High secondary aerosol contribution to particulate pollution during haze events in China
Rapid industrialization and urbanization in developing countries has led to an increase in air
pollution, along a similar trajectory to that previously experienced by the developed nations …
pollution, along a similar trajectory to that previously experienced by the developed nations …
An interpretable self-adaptive deep neural network for estimating daily spatially-continuous PM2. 5 concentrations across China
Accurate estimation of daily spatially-continuous PM 2.5 (fine particulate matter)
concentration is a prerequisite to address environmental public health issues, and satellite …
concentration is a prerequisite to address environmental public health issues, and satellite …
[HTML][HTML] Spatiotemporal continuous estimates of PM2. 5 concentrations in China, 2000–2016: A machine learning method with inputs from satellites, chemical …
Ambient exposure to fine particulate matter (PM 2.5) is known to harm public health in
China. Satellite remote sensing measurements of aerosol optical depth (AOD) were …
China. Satellite remote sensing measurements of aerosol optical depth (AOD) were …
Rapid transition in winter aerosol composition in Beijing from 2014 to 2017: response to clean air actions
The clean air actions implemented by the Chinese government in 2013 have led to
significantly improved air quality in Beijing. In this work, we combined the in situ …
significantly improved air quality in Beijing. In this work, we combined the in situ …
Improved 1 km resolution PM2.5 estimates across China using enhanced space–time extremely randomized trees
Fine particulate matter with aerodynamic diameters≤ 2.5 µ m (PM 2.5) has adverse effects
on human health and the atmospheric environment. The estimation of surface PM 2.5 …
on human health and the atmospheric environment. The estimation of surface PM 2.5 …
[HTML][HTML] New interpretable deep learning model to monitor real-time PM2. 5 concentrations from satellite data
Particulate matter with a mass concentration of particles with a diameter less than 2.5 μm
(PM 2.5) is a key air quality parameter. A real-time knowledge of PM 2.5 is highly valuable …
(PM 2.5) is a key air quality parameter. A real-time knowledge of PM 2.5 is highly valuable …
Constructing a spatiotemporally coherent long-term PM2. 5 concentration dataset over China during 1980–2019 using a machine learning approach
The lack of long-term observations and satellite retrievals of health-damaging fine
particulate matter in China has demanded the estimates of historical PM 2.5 (particulate …
particulate matter in China has demanded the estimates of historical PM 2.5 (particulate …